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基于庞加莱图得出的交感-迷走神经活动测量值对脑-心交互作用进行建模。

Modeling brain-heart interactions from Poincaré plot-derived measures of sympathetic-vagal activity.

作者信息

Candia-Rivera Diego

机构信息

Paris Brain Institute (ICM), Sorbonne Universit.., CNRS UMR 7225, Inserm U1127, AP-HP Hôpital Pitié-Salpêtrière Paris, France.

出版信息

MethodsX. 2023 Mar 8;10:102116. doi: 10.1016/j.mex.2023.102116. eCollection 2023.

Abstract

Recent studies suggest that the interaction between the brain and heart plays a key role in cognitive processes, and measuring these interactions is crucial for understanding the interaction between the central and autonomic nervous systems. However, studying this bidirectional interplay presents methodological challenges, and there is still much room for exploration. This paper presents a new computational method called the Poincaré Sympathetic-Vagal Synthetic Data Generation Model (PSV-SDG) for estimating brain-heart interactions. The PSV-SDG combines EEG and cardiac sympathetic-vagal dynamics to provide time-varying and bidirectional estimators of mutual interplay. The method is grounded in the Poincaré plot, a heart rate variability method to estimate sympathetic-vagal activity that can account for potential non-linearities. This algorithm offers a new approach and computational tool for functional assessment of the interplay between EEG and cardiac sympathetic-vagal activity. The method is implemented in MATLAB under an open-source license. • A new brain-heart interaction modeling approach is proposed. • The modeling is based on coupled synthetic data generators of EEG and heart rate series. • Sympathetic and vagal activities are gathered from Poincaré plot geometry.

摘要

最近的研究表明,大脑与心脏之间的相互作用在认知过程中起着关键作用,而测量这些相互作用对于理解中枢神经系统和自主神经系统之间的相互作用至关重要。然而,研究这种双向相互作用存在方法上的挑战,仍有很大的探索空间。本文提出了一种名为庞加莱交感-迷走合成数据生成模型(PSV-SDG)的新计算方法,用于估计脑-心相互作用效应。PSV-SDG结合脑电图(EEG)和心脏交感-迷走动力学,以提供相互作用效应的时变和双向估计值。该方法基于庞加莱图,这是一种估计交感-迷走活动的心率变异性方法,可解释潜在的非线性。该算法为脑电图与心脏交感-迷走活动之间相互作用效应的功能评估提供了一种新方法和计算工具。该方法在开源许可下的MATLAB中实现。

• 提出了一种新的脑-心相互作用建模方法。

• 该建模基于脑电图和心率序列的耦合合成数据生成器。

• 交感和迷走活动从庞加莱图几何结构中获取。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a26/10034502/1ea2d8732715/ga1.jpg

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